Need auditable evidence for every component and the overall system.
Qualifying the future of
open-source
automated driving.
We build the benchmark for transparent, trustworthy and sovereign AD software for the next generation of mobility companies. The goal is clear: make open-source driving stacks easier to evaluate, easier to trust, and easier to integrate.
The Trust Gap in Open-Source AD
Open-source automated driving stacks are powerful, but without transparent benchmarking and qualification, industrial adoption remains slow and risky.
Need documented qualification they can sign off on.
Need benchmarks they trust and they can defend in a review.
We close that gap. Not with black-box claims, but with transparent benchmarks run on your data, structured qualification documentation, and evidence that holds up where it counts.
Discovery, Evaluation, Qualification
Automotive and robotics teams building on open-source software face one core challenge: regulators and OEM procurement teams want proof of systematic component evaluation. We make that proof possible: fast, structured, and traceable.
We identify the right open-source components for your target application and compliance requirements and map them against your existing stack.
We run reproducible benchmarks across real operating scenarios and safety conditions. Testing performance, safety, and reliability on your data for your auditable evidence.
We produce structured qualification documentation aligned with ISO 26262 & 21448 and relevant industry standards: Ready for your internal sign-off or external audit.
Built on the Open-Source Ecosystem
The offer is rooted in open ecosystems, scenario testing, and structured technical evaluation, not in black-box claims.
Benchmarking
Automated evaluation and testing for open-source AD components. Transparent, reproducible metrics and report generation.
Long Term Support in Integration and Maintenance
Expert consulting to help OEM and autonomy teams select, adopt and integrate open-source AD-software into real delivery pipelines.
Decision-Ready Confidence & Qualification
Bring benchmark language, scenario evidence, and system tradeoffs into one framework for seamless qualification.
We Value Open-Source - Real Code, no Empty Promises
Technical Credibility Signals
- Based on open frameworks like ROS and Autoware for open-stack evaluation.
- Fully transparent evaluation processes.
- Scenario-based full stack testing, and simulation.
What Thinking Cars is not doing
- Not overselling a public product that does not exist yet.
- Not treating benchmarking as generic innovation theater.
- Not separating strategic positioning from technical proof and delivery reality.
Built on Deep Domain Expertise
With deep experience in autonomy research and software integration, the team is focused on making open-source AD-software more accessible and trustworthy for real-world application.
Dr.-Ing. Timo Woopen
CEOAD-research at RWTH | PhD in AD-collective-learning | led the UNICARagil project | connects system architecture, maintainability, and delivery pressure without losing technical rigor.
Raphael van Kempen
Lead ArchitectAD-research at RWTH | works on his PhD in AD system architecture | led the autotech.agil project | builds OSS-based AD benchmarking framework and data loop.
Dr.-Ing. Haohao Hu
Lead DeveloperAD-research at KIT | PhD in AD-mapping | focuses on benchmark logic, scenario framing, and evidence that stakeholders can actually use.
Strong network and decades of expertise in automated driving.
Anchors TC's industry credibility through policy reach and OEM network.
Grounds TC's benchmarking competence in decades of AD-research and evaluation leadership.
Drives TC's technical depth in sensor fusion and open-source stack evaluation.
Our History and Roadmap
Foundation
Thinking Cars GmbH is founded from UNICARagil to turn autonomy research and systems knowledge into customer-ready delivery and clearer software decisions.
UNICARagil Partnership
TC joined the UNICARagil consortium to strengthen its position in the open-source automated driving space.
autotech.agil Funding and First Benchmark Platform
TC joined the autotech.agil initiative and showcases first reusable benchmark environment for structured software comparison.
First Open-Source Integration Milestone
We joined the Ecosystem Mobility 4.0 initiative by the German federal ministry of economics and energy with our transparent evaluation approach.
Open AD Stack Integration Expands
The roadmap grows toward broader benchmarking integration, qualification logic, and delivery readiness for open-source automated driving software.
Open AD Stack on the Road
We formed an ecosystem of well evaluated open-source automated driving components. Tested and qualified for real-world deployment.
Be among the first to work with us.
Get Early AccessWe're onboarding a small number of early partners who want more transparent evaluation, stronger trust signals, and a clearer path into open-source automated driving software.